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Added RandSimulateLowResolution(d) array and dictionary transforms and corresponding unit tests #6806
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wyli
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Added RandSimulateLowResolution(d) array and dictionary transforms and corresponding unit tests #6806
wyli
merged 12 commits into
Project-MONAI:dev
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aaronkujawa:3781-downsampling-augmentation-transform
Aug 1, 2023
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…d corresponding unit tests.
for more information, see https://pre-commit.ci
I, Aaron Kujawa <[email protected]>, hereby add my Signed-off-by to this commit: 774b6f1 I, Aaron Kujawa <[email protected]>, hereby add my Signed-off-by to this commit: 9618f35 I, Aaron Kujawa <[email protected]>, hereby add my Signed-off-by to this commit: 6227edf I, Aaron Kujawa <[email protected]>, hereby add my Signed-off-by to this commit: 5500220 I, Aaron Kujawa <[email protected]>, hereby add my Signed-off-by to this commit: 146b1f2 Signed-off-by: Aaron Kujawa <[email protected]>
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Signed-off-by: Aaron Kujawa <[email protected]>
/build |
wyli
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it looks good to me, thanks!
KumoLiu
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LGTM, thanks!
Co-authored-by: YunLiu <[email protected]> Signed-off-by: Wenqi Li <[email protected]>
Co-authored-by: YunLiu <[email protected]> Signed-off-by: Wenqi Li <[email protected]>
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Fixes #3781.
Description
Random simulation of low resolution corresponding to nnU-Net's (https://github.com/MIC-DKFZ/batchgenerators/blob/7651ece69faf55263dd582a9f5cbd149ed9c3ad0/batchgenerators/transforms/resample_transforms.py#L23).
First, the array/tensor is resampled at lower resolution as determined by the zoom_factor which is uniformly sampled from the
zoom_range
. Then, the array/tensor is resampled at the original resolution. MONAI'sResize
transform is used for the resampling operations.Types of changes
./runtests.sh -f -u --net --coverage
../runtests.sh --quick --unittests --disttests
.make html
command in thedocs/
folder.